Climate-induced nonlinearity in biological variability and non-stationary relationships with physical drivers are crucial to understand responses of marine organisms to climate variability. These phenomena have raised concerns in the northeastern North Pacific, but are out of the spotlight in the northwestern North Pacific in spite of potential implications for this productive system under increased climate variability. Pelagic communities in the Kuroshio ecosystem have both ecological and economic importance. However, patterns of climate-induced nonlinearity in pelagic communities are not well understood, and existence of non-stationarity in their relationships with physical drivers remains obscure. Here, we compile large numbers of climatic, oceanic and biological long-term time-series data and employ diverse statistical techniques to reveal such climate-induced nonlinearity and non-stationarity. Results show that pelagic communities in the Tsushima and Pacific areas (major areas in the Kuroshio ecosystem) had regime shifts in the late 1990s and late 1980s, respectively. Winter sea surface temperatures in the Kuroshio Current path and in the eastern part of East China Sea, which are respectively affected by the Kuroshio Current and Siberian High, correlate with dominant variability patterns in their pelagic communities. Furthermore, non-stationarity was identified with threshold years in the 1990s in the Tsushima area and in the 1980s in the Pacific area as a possible result of the declined variances in the Siberian High and Aleutian Low, respectively. Our findings provide insights on spatial differentiation of climate-induced nonlinearity and nonstationarity, which are valuable for the management of pelagic communities in the northwestern North Pacific under changing climatic conditions. K E Y W O R D S climate variability, ecological threshold, Kuroshio Current, non-stationary relationship, pelagic species, regime shift 7 3.4 Non-stationarity in community-environment relationships 7 4 DISCUSSION 9 4.1 Similarity and difference between the variability patterns 9 4.2 SST effects on pelagic communities 11 4.3 Climate effects on the SST fields 11 4.4 Climate-induced non-stationarity and its implications for fisheries management 12 ACKNOWLEDGEMENTS 13